{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scrapy\n",
    "class Jialuo(scrapy.Spider):\n",
    "    name = 'jialuo'\n",
    "    i=1\n",
    "    start_urls = [\n",
    "        'https://www.jiajuol.com/subject',\n",
    "    ]\n",
    "    def parse(self, response):\n",
    "        i=1\n",
    "        for quote in response.css('div.case_list_body.w1300 div.case_list')[1:]:\n",
    "            url=quote.css('div.case_list_title a::attr(href)').get()\n",
    "            newmeta={\n",
    "                'title' : \"\",\n",
    "                'txt' : \"\"\n",
    "            }\n",
    "            yield response.follow(url,callback=self.parse2,meta=newmeta)\n",
    "            with open('acticle'+i+'.txt', 'wb') as f:\n",
    "                f.write(newmeta[\"title\"]+newmetaew[\"txt\"])\n",
    "            i+=i\n",
    "        next_page = response.xpath('/html/body/div[5]/div[4]/a[5]').get()\n",
    "        last_page = response.xpath('/html/body/div[5]/div[4]/a[6]').get()\n",
    "        if next_page is not None and next_page != last_page :\n",
    "            yield response.follow(next_page, self.parse)            \n",
    "    def parse2(self, response):\n",
    "        newmeta=response.meta\n",
    "        newmeta[\"title\"]=response.css('div.header h1::text').get()\n",
    "        txt=response.css('div.content div.desc::text').get()\n",
    "        for quote in response.css('div.detailImg.fr div.imgBox'):\n",
    "            txt += quote.css('p::text').get()\n",
    "        newmeta[\"txt\"]=txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install tensorflow\n",
    "pip install Numpy\n",
    "pip install Flask\n",
    "pip install jieba\n",
    "pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Requirement already satisfied: tensorflow in c:\\programdata\\anaconda3\\lib\\site-packages (2.8.0)\n",
      "Requirement already satisfied: numpy>=1.20 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.20.3)\n",
      "Requirement already satisfied: absl-py>=0.4.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.0.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (3.2.1)\n",
      "Requirement already satisfied: libclang>=9.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (13.0.0)\n",
      "Requirement already satisfied: keras<2.9,>=2.8.0rc0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (2.8.0)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.16.0)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.45.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (3.3.0)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.6.3)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.1.0)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (3.10.0.2)\n",
      "Requirement already satisfied: protobuf>=3.9.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (3.19.4)\n",
      "Requirement already satisfied: wrapt>=1.11.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.12.1)\n",
      "Requirement already satisfied: flatbuffers>=1.12 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (2.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (1.1.2)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (0.24.0)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (0.2.0)\n",
      "Requirement already satisfied: tensorboard<2.9,>=2.8 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (2.8.0)\n",
      "Requirement already satisfied: tf-estimator-nightly==2.8.0.dev2021122109 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (2.8.0.dev2021122109)\n",
      "Requirement already satisfied: setuptools in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (58.0.4)\n",
      "Requirement already satisfied: gast>=0.2.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorflow) (0.5.3)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from astunparse>=1.6.0->tensorflow) (0.37.0)\n",
      "Requirement already satisfied: markdown>=2.6.8 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (3.3.6)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (2.0.2)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (0.4.6)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (1.8.1)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (2.6.2)\n",
      "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (0.6.1)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from tensorboard<2.9,>=2.8->tensorflow) (2.26.0)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow) (5.0.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\programdata\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow) (4.8)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow) (0.2.8)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow) (1.3.1)\n",
      "Requirement already satisfied: importlib-metadata>=4.4 in c:\\programdata\\anaconda3\\lib\\site-packages (from markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow) (4.8.1)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.9,>=2.8->tensorflow) (3.6.0)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in c:\\programdata\\anaconda3\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.9,>=2.8->tensorflow) (0.4.8)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow) (3.2)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow) (1.26.7)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow) (2.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.9,>=2.8->tensorflow) (2021.10.8)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.9,>=2.8->tensorflow) (3.2.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow\n",
    "PIP INSTALL tensorflow\n",
    "PIP INSTALL Numpy\n",
    "PIP INSTALL Flask\n",
    "PIP INSTALL jieba\n",
    "PIP INSTALL matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zfl\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a={\n",
    "    'ab2':'zfl'\n",
    "}\n",
    "print(a[\"ab2\"])\n",
    "type(a[\"ab2\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('article/'+str(i)+'.txt','w') as f:\n",
    "    f.write(a[\"ab2\"]+a[\"ab2\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "txt = open(r'.\\article\\1.txt',encoding='utf-8').read() #读取文件\n",
    "import re,math,jieba,jieba.analyse as aly\n",
    "from nltk import *\n",
    "#正则清洗多余换行空格\n",
    "txt=re.sub('\\t|\\n|\\s|\\r',' ',txt)\n",
    "txt=re.sub('\\s+',' ',txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "txt =\",\".join(aly.textrank(txt,topK=5,withWeight=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "空间,搭配,白色,玻璃,生活\n"
     ]
    }
   ],
   "source": [
    "print(txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "日式风设计  木质感的舒适而自然\n",
      "空间,搭配,生活,布置,朴质\n",
      "现代新古典三居  时尚雅趣设计\n",
      "空间,搭配,白色,选用,古典\n",
      "雅静现代美式  享恬静四居生活\n",
      "空间,搭配,白色,美式,收纳\n",
      "现代古典四居  华丽优雅的都市生活\n",
      "搭配,金属,空间,白色,灰色\n",
      "92㎡简约三居设计 成就简单惬意的生活\n",
      "空间,搭配,白色,玻璃,生活\n",
      "现代三居  色调明亮且温馨\n",
      "设计,空间,墙面,搭配,餐厅\n",
      "现代朴素温馨  简约自然的空间\n",
      "空间,布置,加入,显得,情趣\n",
      "现代简约三居  把小家住得精致高级\n",
      "空间,黑色,灰色,设计,点缀\n",
      "新潮INS风  强烈撞色设计出的摩登三居\n",
      "空间,白色,蓝色,色彩,显得\n",
      "现代成熟风  优雅年轻复式三居\n",
      "空间,灰色,艺术,客厅,实用\n",
      "简约三居  木质朴质设计\n",
      "搭配,作为,木质,灰色,厨房\n",
      "简约风格两居室  宽松惬意的生活\n",
      "空间,白色,木质,设计,搭配\n",
      "北欧优雅两居  有品质的家\n",
      "空间,白色,生活,北欧,设计\n",
      "新中式三居设计  古朴雅致有韵味\n",
      "中式,空间,客厅,搭配,设计\n",
      "欧式轻奢三居 大胆别样华丽之家\n",
      "造型,布置,空间,边框,电视墙\n",
      "混搭三居装修 轻奢都市风\n",
      "空间,搭配,墙面,原本,灰色\n",
      "舒适北欧风  享受生活里的仪式感\n",
      "空间,搭配,设计,美学,北欧\n",
      "新中式装修 三居室禅意雅居\n",
      "空间,中式,设计,橙色,屏风\n",
      "北欧三居装修  清新小格调\n",
      "搭配,空间,收纳,设计,白色\n",
      "古香色雅新中式设计 流动的东方之美\n",
      "设计,中式,空间,搭配,为主\n",
      "美式小三居  浅色调里的亦静亦雅\n",
      "空间,设计,美式,灰色,衣柜\n",
      "万科惠斯勒360平别墅设计 和暖复古美式风\n",
      "空间,美式,搭配,古典,色彩\n",
      "210平米璞瑅公馆 简欧跃层华贵温馨\n",
      "空间,欧式,生活,搭配,设计\n",
      "中央公园256㎡别墅设计 混搭里的中式味道\n",
      "空间,吊顶,白色,中式,设计\n",
      "盛泰名邸150㎡大四居装修 简约和谐抽象之美\n",
      "空间,白色,设计,抽象,搭配\n",
      "ICC天曜145㎡三居装修 现代风里的舒适\n",
      "空间,收纳,结合,生活,灰色\n",
      "新中式素雅简洁的空间 端庄的高级感\n",
      "氛围,布置,空间,端庄,黑色\n",
      "文艺里的轻奢 舒适从容的北欧生活\n",
      "空间,定制,白色,文艺,布置\n",
      "美式蓝色调清新 实用温馨空间设计\n",
      "区域,设计师,蓝色,美式,比如\n",
      "简约混搭风 简单文艺慢生活\n",
      "空间,设计,搭配,作为,元素\n",
      "简约灰色调  粉墨装饰显优雅浪漫\n",
      "空间,结合,搭配,质感,客厅\n",
      "日式MUJI风 享受慵懒而惬意的小日子\n",
      "空间,白色,搭配,木质,格调\n",
      "日式风格  清暖侘寂生活\n",
      "设计,搭配,采用,空间,生活\n",
      "极简原木风  年轻人向往的简约生活\n",
      "空间,整体,搭配,木质,墙面\n",
      "现代轻奢三居  简洁安静舒心\n",
      "空间,布置,还有,搭配,质感\n",
      "清爽现代轻奢  舒适端庄三居设计\n",
      "空间,墙面,搭配,显得,灰色\n",
      "轻奢现代美式  高颜值温情雅居\n",
      "空间,生活,艺术,设计,活力\n",
      "招商北固湾别墅装修 现代新古典里看端秀雅致\n",
      "空间,古典,金属,灰色,设计\n",
      "大兴绿地别墅装修 500平米多元素混搭设计\n",
      "空间,搭配,中式,大气,装饰\n",
      "颐和星苑700㎡别墅 现代美式朴质里的端庄\n",
      "空间,搭配,生活,褐色,传统\n",
      "洋丰圣乔维斯别墅装修 现代温实朴质雅居\n",
      "搭配,生活,空间,木家具,美学\n",
      "春森彼岸三居装修 120平米现代冷静安适之家\n",
      "空间,生活,给与,色彩,线条\n",
      "苏黎世现代公寓 110平米活力设计\n",
      "空间,白色,装饰,客厅,搭配\n",
      "鸣翠山庄复古混搭 500平米华贵别墅装修\n",
      "空间,金属,美学,古典,吊顶\n",
      "芙蓉苑197平米装修 恬淡现代大四居\n",
      "生活,空间,设计,淡黄色,构成\n",
      "君临海域210平米四居装修 现代风里的清新与灰静\n",
      "空间,白色,客厅,金属,蓝色\n",
      "150平米复式空间 温和舒适现代设计\n",
      "空间,生活,白色,主人,设计\n",
      "平阳景苑130平米三居 现代美式恬淡温馨\n",
      "空间,生活,色彩,白色,美式\n",
      "曲江香都现代简美风 三室里的恬淡清新\n",
      "生活,造型,空间,餐厅,美式\n",
      "开元壹号新中式雅静 170m²三室温和设计\n",
      "空间,生活,中式,设计,隔断\n",
      "晓港名城167㎡三室设计 灰静现代风\n",
      "空间,搭配,灰色,餐厅,白色\n",
      "天伦佐治公馆\n",
      "客厅,实景,完工,西安市,公馆\n",
      "白桦林间153㎡美式设计 四居现代撞色摩登\n",
      "空间,生活,美式,设计,色彩\n",
      "京梁合130平米三居装修  现代前卫好设计\n",
      "空间,设计,地毯,墙面,搭配\n",
      "世茂外滩新城三居装修 华贵复古欧式设计\n",
      "欧式,空间,搭配,结构,设计\n",
      "保利上河雅颂132平米 现代黑白公寓的温馨\n",
      "空间,白色,规整,组合,搭配\n",
      "琅琴湾103平米 现代三居装修\n",
      "空间,蓝色,搭配,条纹,白色\n",
      "帝景中央145㎡四居装修   成熟稳重现代风\n",
      "空间,生活,设计,利落,灰色\n",
      "金融街175平米三居装修 温和清雅的现代美式\n",
      "空间,美式,生活,设计,白色\n",
      "融府现代高冷别趣 230平米公寓设计\n",
      "空间,灰色,白色,生活,组合\n",
      "皇都花园现代温和  152㎡大三居设计\n",
      "原木,空间,设计,组合,黄色\n",
      "海河大观现代风  202平米公寓装修\n",
      "空间,设计,生活,装饰,褐色\n",
      "御景园180平米 品质现代三居装修\n",
      "空间,设计,生活,灰色,装饰\n",
      "现代奥城装修 170平米四居室静逸设计\n",
      "空间,搭配,白色,金属,组合\n",
      "观渡苑200平米别墅 现代精炼设计\n",
      "空间,色彩,利落,黑色,木纹\n",
      "九鼎世家现代四居  184平米里的温和与小奢调\n",
      "空间,白色,壁纸,结构,装饰\n",
      "四季恋城LOFT设计 77平米精致现代风\n",
      "空间,生活,装饰,组合,规整\n",
      "中铁国际城两居装修 现代100平米温馨之所\n",
      "空间,家具,搭配,白色,加大\n",
      "海河大观两居设计 90平米和暖现代装修\n",
      "生活,设计,空间,组合,规整\n",
      "300平米中铁花语城别墅装修  奢华美式别致设计\n",
      "空间,美式,墙面,搭配,设计\n",
      "湖城大境新中式 180㎡四室温质之家\n",
      "空间,搭配,中式,生活,地毯\n",
      "简约风两居室 舒适舒雅够赞\n",
      "白色,空间,灰色,装饰,方式\n",
      "170平米美式三居  素静小轻奢设计\n",
      "白色,美式,空间,搭配,窗帘\n",
      "海河大观90平米两居 混搭设计造温馨\n",
      "空间,搭配,欧式,壁纸,艺术\n",
      "和泓四季恋城现代设计 100㎡两居装修\n",
      "空间,白色,搭配,设计,艺术\n",
      "350平米别墅装修 混搭设计现奢美\n",
      "空间,白色,装饰,吊灯,休闲\n",
      "上实海上海三居是 130平米美式混搭\n",
      "空间,美式,搭配,经典,背景\n",
      "东方骏园两居室 118㎡现代质美设计\n",
      "空间,生活,白色,方式,搭配\n",
      "钻石湾新古典装修 180平米雅致之风\n",
      "空间,设计,搭配,赋予,古典\n",
      "中登城市花园装修  150㎡美式三居\n",
      "美式,空间,生活,墙面,家具\n",
      "140m²现代三居设计  比豪宅还简雅\n",
      "空间,生活,白色,组合,阳台\n",
      "120㎡现代三居  尽享舒适自在生活\n",
      "搭配,空间,墙面,窗帘,白色\n",
      "御景新世界180平米 新中式混搭四居\n",
      "空间,中式,搭配,吊顶,造型\n",
      "金地名京160平米 简欧风格装修\n",
      "欧式,搭配,吊顶,生活,风格\n",
      "金色港湾300平米别墅装修 古典美式显奢贵\n",
      "空间,搭配,生活,复古,功能\n",
      "100m²清爽北欧设计 简单够舒适的生活\n",
      "生活,家具,客厅,北欧,空间\n",
      "132m²时尚北欧风 让三居生活素静而情致动人\n",
      "生活,灰色,原木,北欧,白色\n",
      "萨尔斯堡别墅装修 360㎡美式复古奢华风\n",
      "空间,美式,设计,生活,整体\n",
      "典范新城国际三居 126㎡北欧清素设计\n",
      "空间,生活,白色,搭配,为主\n",
      "锦绣华庭90㎡ 简约两居小轻奢\n",
      "搭配,白色,空间,绿色,靠垫\n",
      "124平米华润城  现代三室稳重风\n",
      "空间,搭配,组合,客厅,地毯\n",
      "70平米北欧混搭简约 一家三口的温馨美家\n",
      "原木,生活,灰色,空间,搭配\n",
      "金座呈璟两居 79㎡现代风格\n",
      "设计,灰色,空间,隔断,搭配\n",
      "金地艺境260平米跃层别墅  现代小轻奢风\n",
      "空间,白色,搭配,生活,灰色\n",
      "120㎡电力小区 现代工业风三居\n",
      "空间,灰色,设计,吊式,窗帘\n",
      "东元府89平米 现代意式设计\n",
      "搭配,空间,壁纸,米色,木家具\n",
      "蓝+黄的简约设计 简单与实用就足够\n",
      "搭配,空间,实用,足够,深蓝色\n",
      "142㎡清爽北欧三居改造  颜值好还舒适\n",
      "生活,功能,整体,蓝色,业主\n",
      "129平现代简约设计 家就该这样简单舒适\n",
      "搭配,家具,设计,空间,生活\n",
      "金座呈璟107㎡ 清新简约两居时尚装修\n",
      "设计,搭配,空间,生活,选择\n",
      "新鑫花园现代港式  198平米复式空间\n",
      "空间,挂画,搭配,客厅,营造\n",
      "惬意时光就在这里 200㎡美式复式设计\n",
      "设计,搭配,空间,美式,蓝色\n",
      "梵净100㎡空间 简约二居设计\n",
      "空间,主人,搭配,木色,黑色\n",
      "世通名城127㎡三居设计 摩登时尚现代雅致\n",
      "空间,白色,搭配,带来,生活\n",
      "御翠尚府现代简约  170平米大三居装修\n",
      "空间,地面,整体,搭配,设计\n",
      "御景新世界305平米别墅  现代轻奢雅宅设计\n",
      "空间,吊顶,搭配,生活,灰色\n",
      "470平米现代别墅温情风 颜值高到爆表\n",
      "搭配,白色,空间,为主,设计\n",
      "120m²现代简约风 幸福的六口之家\n",
      "设计,搭配,窗帘,生活,为主\n",
      "103m²的现代美居 幸福晒进生活\n",
      "空间,整体,挂画,营造,木质\n",
      "150㎡美式四居设计 羡煞旁人的温馨\n",
      "设计,空间,生活,搭配,板材\n",
      "九号公馆110㎡ 简约三室设计\n",
      "空间,搭配,白色,用色,灰色\n",
      "首开望宸145平米 北欧四居精致装修\n",
      "空间,生活,北欧,搭配,蓝色\n",
      "1000㎡别墅轻奢装修 看设计师如何演绎不一样的高级\n",
      "设计,空间,生活,主人,房子\n",
      "168㎡复式空间 安于初见始于初心\n",
      "空间,生活,地方,功能,搭配\n",
      "银色家园90㎡两居 简约朴质设计\n",
      "空间,搭配,墙面,端庄,为主\n",
      "典范新城303.21㎡ 明快时尚现代风格\n",
      "空间,白色,设计,搭配,构成\n",
      "红醍半岛别墅装修  现代设计让230㎡平米空间更大气\n",
      "空间,设计,搭配,规整,黄色\n",
      "秋意浓 90㎡日式原木系的温和\n",
      "搭配,生活,日式,家具,墙面\n",
      "戈雅公寓 130平米美式混搭\n",
      "空间,设计,美式,色彩,搭配\n",
      "碧桂园美式风格 四居室复古之风\n",
      "空间,美式,家具,壁纸,设计\n",
      "小平岛新中式别墅装修 沉稳安谧的东方艺术\n",
      "中式,传统,设计,搭配,吊灯\n",
      "140㎡北欧家 日子就该过的清新又温暖\n",
      "空间,白色,黄色,蓝色,设计\n",
      "200多平的现代风设计 竟能如此舒适大气!\n",
      "空间,搭配,白色,设计,黑色\n",
      "东方一品四居室装修 197平米新古典风格\n",
      "空间,搭配,设计,古典,结构\n",
      "正荣润景湾 190平米现代混搭别墅装修\n",
      "空间,设计,搭配,结构,点缀\n",
      "颐慧佳园现代两居 103平米和暖温馨之宅\n",
      "空间,组合,收纳,给予,背景墙\n",
      "吉宝澜岸铭郡别墅装修  200平米多变美式设计\n",
      "空间,美式,搭配,设计,组合\n",
      "大宇时代280平别墅 庄重经典现代设计\n",
      "空间,灰色,设计,白色,足够\n",
      "那一抹霞光 120平现代简约四居\n",
      "空间,色彩,设计,进行,合理\n",
      "罗马假日  245㎡美式休闲三居\n",
      "美式,空间,功能,古典,门厅\n",
      "绿地云香郡80㎡北欧风格 给你不一样的艺术\n",
      "北欧,空间,搭配,墙面,白色\n",
      "盛达国际120㎡现代三居 儒雅绅士风\n",
      "设计,空间,搭配,生活,吊灯\n",
      "夏都一号君悦雅居 150㎡简约大三居\n",
      "空间,生活,餐厅,设计,搭配\n",
      "两室简约装 清暖甜美的生活\n",
      "空间,生活,搭配,白色,地砖\n",
      "160m²现代风三居 细品优雅静谧的精致生活\n",
      "空间,搭配,生活,白色,大气\n",
      "88m²北欧两居室 简单却富有情趣\n",
      "空间,生活,设计,使用,形成\n",
      "南城都汇简约设计  128㎡平米跃层朴质风\n",
      "空间,设计,搭配,原木,生活\n",
      "90平套二改套三轻松扩容设计\n",
      "注重,设计,增加,生活,厨房\n",
      "轻奢现代设计 都市小资生活\n",
      "设计,空间,吊顶,造型,酒柜\n",
      "盛夏果实 120平美式三居室\n",
      "美式,空间,搭配,地毯,色彩\n",
      "定安名都140平米 现代意式四居\n",
      "空间,搭配,色彩,大气,客厅\n",
      "90m²北欧三居设计  这才是够温馨够潮\n",
      "黑色,白色,灰色,绿色,选用\n",
      "165m²复式空间 朴质清雅简约设计\n",
      "空间,灰色,原木,整体,足够\n",
      "晒晒我家180m²北欧美居  幸福满足\n",
      "空间,白色,北欧,搭配,生活\n",
      "117m²雅致美式设计 竟然可以这么温馨\n",
      "家具,搭配,客厅,餐厅,美式\n",
      "100㎡小loft  现代却豪宅范儿\n",
      "空间,设计,白色,原木,新婚\n",
      "90㎡老房改造 装出想要的现代风\n",
      "空间,起来,收纳,足够,艺术\n",
      "78㎡北欧两居 小日子就该过得清新又温暖\n",
      "搭配,白色,北欧,生活,空间\n",
      "龙湖天玺三居室 89平米美式轻奢\n",
      "空间,餐厅,搭配,灰色,大气\n",
      "96平米御江南新中式装修  品东方内蕴\n",
      "中式,空间,设计,挂画,搭配\n",
      "时尚编制 高冷卧室设计更讲究\n",
      "空间,灰色,设计,书柜,床头\n",
      "美式简约风格 135平三居装修\n",
      "空间,美式,搭配,为主,色调\n",
      "欧式美洲花园  95平米三居室\n",
      "空间,搭配,设计,白色,装饰\n",
      "萨拉曼卡欧式风格 141平米三居室设计\n",
      "空间,显得,材质,欧式,地方\n",
      "朴质实用设计 88平北欧浅显清朗之家\n",
      "空间,搭配,原木,厨房,具有\n",
      "132㎡现代简约三居  时尚与舒适让你生活更随心\n",
      "设计,空间,客厅,厨房,收纳\n",
      "123㎡纯美地中海  浪漫不造作\n",
      "空间,设计,结构,客厅,搭配\n",
      "130平米美城悦荣府  现代都市三居室装修\n",
      "搭配,空间,设计,白色,灰色\n",
      "蓝润ISC二居室北欧风带你享受舒适生活\n",
      "北欧,灰色,搭配,设计,家具\n",
      "国信嘉园三居设计 145平米领略东方艺术\n",
      "空间,中式,米色,搭配,客厅\n",
      "保利国际广场四居室 160平米新装饰主义\n",
      "空间,设计,主人,大气,驼色\n",
      "万吉小区三居室 138㎡新中式风格\n",
      "中式,设计,墙面,搭配,空间\n",
      "格林小镇新中式设计 不一样的新东方美学\n",
      "业主,搭配,中式,白色,带来\n",
      "东尚名居现代风   90平米两居装修\n",
      "空间,中式,搭配,挂画,边柜\n",
      "山水四季城古典 四居室轻华装修\n",
      "设计,材质,空间,古典家具,古典\n",
      "视听绝佳 现代影音室多功能设计\n",
      "空间,收纳,灰色,观影,搭配\n",
      "建和嘉园三居室设计 现代开放都市设计\n",
      "白色,墙面,生活,搭配,空间\n",
      "160㎡美式轻奢 满眼都是惊艳\n",
      "空间,孩子,生活,金色,搭配\n",
      "180m²北欧设计  大平层四居演绎留白之美\n",
      "空间,白色,设计,生活,时尚\n",
      "剑桥城简欧装修 83平米三居精美设计\n",
      "空间,米色,墙面,白色,搭配\n",
      "北大资源三居室85㎡现代风格\n",
      "空间,金属,白色,搭配,整体\n",
      "阳光诺卡三居室  102平米现代雅致舒适之风\n",
      "空间,生活,白色,搭配,灰色\n",
      "上锦颐园简约欧式风格 97平米两居室装修\n",
      "搭配,设计,白色,生活,时尚\n",
      "兴元绿洲简欧 90平米二居室装修\n",
      "空间,具有,设计,整体,背景墙\n",
      "86㎡原木北欧风  家就应该这般温馨\n",
      "空间,原木,搭配,家具,设计\n",
      "138㎡简约设计 羡煞旁人的有爱温馨之家\n",
      "空间,搭配,生活,灰色,白色\n",
      "可盐可甜的“网红风”设计 被宠溺到酥掉\n",
      "空间,生活,组合,大理石,结合\n",
      "80㎡两居室现代设计 不一样的烟火之家\n",
      "空间,白色,生活,墙面,厨房\n",
      "什袭珍藏版设计 主卧室喊你回家\n",
      "空间,收纳,喜欢,主人,衣帽间\n",
      "惬意生活就要一个休闲室\n",
      "空间,桌游,储物,前提,角落里\n",
      "北欧两居室  85㎡设计带你回味自然\n",
      "业主,生活,空间,打造,吊灯\n",
      "晚来秋 现代厨房设计更贴心\n",
      "空间,厨房,吊柜,设计,增加\n",
      "科技时代 客厅智能时尚设计\n",
      "智能,控制,实现,节能,家居\n",
      "光影穿梭 白色简约客厅设计\n",
      "生活,白色,空间,足够,收纳\n",
      "当代小区两居室装修 冷调之中的现代温馨\n",
      "空间,白色,收纳,搭配,墙面\n",
      "集智空间 U型厨房设计\n",
      "空间,橱柜,操作,厨房,使用\n",
      "异域田园情调的家 自由自在地生活\n",
      "搭配,空间,生活,复古,实木\n",
      "佳年华新生活  129平米三居现代轻奢装修\n",
      "空间,搭配,灰色,粉色,大胆\n",
      "一米阳光 两居现代装修\n",
      "空间,设计,生活,没有,灰色\n",
      "100平米现代风 三室时尚装修\n",
      "空间,设计,餐厅,天花,延续\n",
      "80㎡现代简约 舒适两居室装修\n",
      "空间,餐厅,灰色,厨房,生活\n",
      "橙色暖暖的家 现代两居演绎跳跃设计\n",
      "空间,灰色,生活,搭配,橙色\n",
      "海长流现代风格 三居室简暖装修\n",
      "空间,显得,整体,客厅,为主\n",
      "木与白新中式风格 三居朴质装修\n",
      "中式,空间,原木,墙面,生活\n",
      "都市阳光乐苑 两居现代设计\n",
      "空间,搭配,客厅,设计,深色\n",
      "邦泰华府公馆 现代轻奢二居室装修\n",
      "空间,强调,装饰,设计,金属\n",
      "现代二居室 119龙湖时代天街\n",
      "空间,增加,线条,呼应,结合\n",
      "Super Style 现代三居 中性和暖空间装修\n",
      "空间,白色,生活,设计,搭配\n",
      "83㎡两居室  黑白简约风格\n",
      "空间,设计,搭配,灰色,建筑\n",
      "现代古典之美  120㎡三居室装修\n",
      "设计,空间,古典,搭配,灰色\n",
      "92㎡现代两居室 灰白色调和出的素静生活\n",
      "空间,设计,带来,生活,防水\n",
      "蓝色清调让一居生活更滋润\n",
      "生活,空间,设计,地毯,搭配\n",
      "百变魔厨 简欧L型厨房设计\n",
      "空间,收纳,厨房,操作,布局\n",
      "新中式客餐厅设计 东方之韵品文化大餐\n",
      "设计,中式,空间,结构,搭配\n",
      "92㎡北欧三居室 舒适清和设计\n",
      "空间,选用,搭配,木质,厨房\n",
      "144㎡四居室听风吟 简约设计更舒适\n",
      "空间,厨房,卫生间,设计,功能\n",
      "兰田传奇复式 67㎡北欧风格\n",
      "空间,构成,北欧,设计,生活\n",
      "90㎡三居室装修  现代美式经典魅力\n",
      "空间,选用,作为,搭配,客厅\n",
      "百搭时尚家装生活 60平米两居北欧装修\n",
      "粉色,搭配,家装,墙面,空间\n",
      "一抹清光在书房里度过\n",
      "书柜,生活,空间,定制,书房\n",
      "迷你收纳  独立式门厅设计\n",
      "转角,利用,柜体,收纳,门厅\n",
      "75平米童话镇 北欧艺术里的两居设计\n",
      "北欧,空间,构成,墙面,搭配\n",
      "180㎡大四居室 灰色高冷现代风\n",
      "空间,搭配,设计,变得,装饰\n",
      "北欧自然风  80㎡清水路苑二居室\n",
      "原木,灰色,设计,生活,空间\n",
      "幽兰芬芳 雅静书房设计\n",
      "书房,空间,设计,生活,书柜\n",
      "89㎡ins风两居室  清新北欧设计\n",
      "空间,北欧,为主,生活,搭配\n",
      "142㎡禅意典雅大宅 四居中式古韵\n",
      "中式,元素,空间,水墨,作为\n",
      "保利壹号公馆三居室 106㎡现代轻奢风格\n",
      "空间,搭配,设计,餐厅,白色\n",
      "美式暖舍 卧室里的小温情\n",
      "空间,美式,搭配,收纳,设计\n",
      "品茶论道 阳台中式装修\n",
      "空间,榻榻米,物品,收纳,放置\n",
      "370平米复地首府别墅 时尚大气地现代简约装修\n",
      "空间,蓝色,设计,墙面,时尚\n",
      "永和坊75平米 一居室现代装修\n",
      "空间,搭配,设计,蓝色,美式\n",
      "复地东山国际 245㎡现代复式装修\n",
      "空间,设计,主人,搭配,组合\n",
      "258㎡简约之风 素雅宁静之宅\n",
      "生活,空间,设计,客厅,书房\n",
      "琳琅精美 简欧卧室设计\n",
      "搭配,设计,衣柜,卧室,衣帽间\n",
      "深情告白 简欧设计\n",
      "设计,搭配,空间,书柜,定制\n",
      "150㎡建安公寓  后现代素简装修\n",
      "空间,灰色,搭配,生活,背景墙\n",
      "澳洲康都美式现代风  112.17平米两居室装修\n",
      "空间,白色,美式,设计,搭配\n",
      "春意盎然两居装修 88.5平米现代设计\n",
      "空间,搭配,白色,绿色,设计\n",
      "深情守望 蓝调简欧书房设计\n",
      "书柜,蓝色,空间,定制,设计\n",
      "中式老宅 新式纯朴\n",
      "墙面,形成,中式,设计,本质\n",
      "醇厚内敛 清雅复古中式\n",
      "空间,中式,窗格,装饰,餐厅\n",
      "丽藻丰繁 闲逸栖室东方\n",
      "带来,空间,中式,主人,呼应\n",
      "烟柳画桥 风帘翠幕中式\n",
      "设计师,营造,中式,风格,材质\n",
      "中式设计 厚韵久藏\n",
      "中式,传统,装饰,空间,文化\n",
      "繁华世景 儒雅古意中式\n",
      "中式,装饰,造型,空间,韵味\n",
      "中式古色古香 质朴大气\n",
      "空间,中式,设计,传统,变得\n",
      "回纹流云 流泻出朴拙东方美韵\n",
      "空间,营造,回纹,博古架,中式\n",
      "中式桂圆里的朱红古韵\n",
      "空间,家具,中式,欧式,设计\n",
      "浓郁东方美 打造尊贵雅和宅居\n",
      "主人,中式,体现,装饰,气质\n",
      "境从东方 浭阳华府中式四居\n",
      "空间,复古,墙面,视觉,释放\n",
      "疏影横斜新中式 清气满乾坤\n",
      "中式,古典,意趣,映衬,营造\n",
      "缤纷花色意 一纸泼墨混搭\n",
      "家具,气息,设计,背景,风格\n",
      "东方中式情遇上西式欧式奢华\n",
      "中式,空间,设计,欧式,大气\n",
      "诗意中式 闲情随享随乐\n",
      "中式,实木,造型,圆形,传统\n",
      "品传统与现代元素的艺术碰撞\n",
      "中式,吊顶,空间,家具,时尚\n",
      "拥有6间卧室的白色别墅 乡村自然风格\n",
      "别墅,卧室,拥有,乡村,风格\n",
      "40平的靓丽小户型 缤纷布艺带来好心情\n",
      "带来,主人,打掉,布局,色彩\n",
      "北欧时尚风情 小户型灰白情愫格调公寓\n",
      "时尚,北欧,小户型,风情,情愫\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平易近人的生活空间 与心灵的巧妙碰撞\n",
      "平易近人,生活空间,传统,心灵,个性化\n",
      "中海临安府Loft空间 140平米现代工业时尚\n",
      "空间,工业,收纳,生活,白色\n",
      "400平米别墅装修 卡通漫威与高雅并存\n",
      "空间,设计,角落,艺术,视觉\n",
      "90㎡可甜可盐 清新北欧两居室\n",
      "空间,搭配,生活,粉色,灰色\n",
      "现代简约二居室 90平米素雅之装\n",
      "空间,整体,厨房,搭配,餐厅\n",
      "半暖阳光100平 现代轻奢两居室\n",
      "空间,搭配,设计,生活,玻璃\n",
      "112㎡暖色三居室 简约朴质\n",
      "空间,搭配,起来,具有,墙面\n",
      "107㎡原木清新两居室 文艺清新北欧风\n",
      "搭配,空间,墙面,风格,家具\n",
      "朴厚温然中式 五矿榕园350平别墅空间\n",
      "空间,拼花,结合,设计师,赋予\n",
      "宁静深邃中式 360平恒大绿洲别墅\n",
      "空间,墙面,卧室,营造,餐厅\n",
      "尚湖世家中式别墅 380平厚重华贵大宅\n",
      "空间,中式,文化,屋主,营造\n",
      "保利十二橡树庄园别墅  530平米禅静新中式装修\n",
      "空间,中式,设计,家具,结构\n",
      "细腻华贵中式 260平复式绿地老街坊\n",
      "空间,雕花,花窗,地面,复古\n",
      "欧式厨房设计 阳台和厨房的完美融合\n",
      "烹饪,橱柜,空间,区域,采用\n",
      "儿童房装修就需要榻榻米简单又实用\n",
      "收纳,蓝色,孩子,榻榻米,抽屉\n",
      "三居室纯净北欧  146平smart公寓装修\n",
      "白色,空间,生活,搭配,设计\n",
      "天悦东都三居室 北欧里的安谧生活\n",
      "空间,收纳,家具,搭配,北欧\n",
      "木槿之恋 86平米喜感两居室\n",
      "空间,红色,灰色,搭配,生活\n",
      "兴丽城三居室装修 美式恬淡小温情\n",
      "美式,空间,搭配,墙面,驼色\n",
      "灰色水泥感的卫浴间  带你体验一场自然沐浴\n",
      "空间,砖石,灰色,淋浴房,具有\n",
      "现代阳台设计 超强收纳功能\n",
      "空间,墙面,吊柜,收纳,放置\n",
      "现代阳台设计 奇妙的储物空间\n",
      "空间,榻榻米,储物,收纳,休闲\n",
      "美味妙厨就靠一个好厨房\n",
      "空间,生活,橱柜,厨房,烹饪\n",
      "四方新城三居室装修  新中式里看见混搭的趣味\n",
      "空间,中式,设计,搭配,主人\n",
      "简约美式 浅绿调里享舒缓\n",
      "空间,白色,设计,搭配,生活\n",
      "素色静谧空间 80平米一居室装修\n",
      "空间,搭配,主人,灰色,实用\n",
      "雅韵三居装修  混搭设计的贴心\n",
      "搭配,空间,设计,绿色,中式\n",
      "烨宸广场两居室 混搭装修造品质\n",
      "空间,搭配,白色,生活,为主\n",
      "招商依云郡现代装  和暖三居更温馨\n",
      "空间,搭配,白色,为主,艺术\n",
      "绿地公馆-160㎡-北欧风格\n",
      "装饰,显得,用来,采用,墙面\n",
      "香格里拉-150㎡-现代\n",
      "空间,大理石,色调,花卉,砖石\n",
      "五矿柴达木广场-180㎡-混搭风格\n",
      "空间,中式,设计,结构,白色\n",
      "绿地公馆-300㎡-混搭风格\n",
      "空间,设计师,条纹,时尚,呼应\n",
      "维也纳森林小区-150㎡-现代\n",
      "搭配,设计,空间,客厅,家具\n",
      "枫林绿洲-115㎡-日式风格\n",
      "空间,屋主,采用,书房,客厅\n",
      "银色家园-130㎡-中式\n",
      "中式,实木,靠垫,传统,色彩\n",
      "中发源时代广场-62㎡-日式风格\n",
      "设计,空间,墙面,玻璃,装修\n",
      "香格里拉-152㎡-简约风格\n",
      "搭配,风格,时尚,白色,背景墙\n",
      "宝丰绿洲-60㎡-北欧风格\n",
      "客厅,搭配,颜色,背景墙,餐厅\n",
      "典范新城-128㎡-现代风格\n",
      "设计,灰色,搭配,转角,房子\n",
      "现代卧室设计 尽情享受阅读时光\n",
      "阳台,空间,阅读,衣柜,放置\n",
      "清新装两居室  简约舒适装修\n",
      "空间,搭配,白色,绿色,生活\n",
      "简欧书房里的简单与活力\n",
      "书柜,设计,主人,生活,书房\n",
      "男孩卫生间里的童趣 让你萌心大发\n",
      "米色,卫生间,空间,为主,组合\n",
      "现代厨房设计 自然清爽告别油腻\n",
      "收纳,空间,厨房,转角,橱柜\n",
      "现代女孩房设计 粉粉公主梦\n",
      "孩子,空间,设计,限度,增加\n",
      "现代儿童房设计 两个男孩的快乐\n",
      "孩子,空间,设计,收纳,功能\n",
      "创意十足 现代儿童房设计\n",
      "收纳,空间,设计,兴趣,音乐\n",
      "男孩的冒险梦 现代儿童房设计\n",
      "空间,收纳,学习,电脑,摆放\n",
      "现代儿童房设计  酷潮双子座\n",
      "设计,孩子,书桌,家具,儿童房\n",
      "别样浪漫  玩转开放式厨房\n",
      "厨房,空间,吧台,喜欢,使用\n",
      "现代儿童房设计 女孩的秘密花园\n",
      "空间,孩子,满足,放置,收纳\n",
      "新中式大三居里的禅雅  成就主人的幸福生活\n",
      "空间,中式,设计,搭配,为主\n",
      "欧式卧室装修 与你相守相伴\n",
      "为主,定制,卧室,搭配,设计\n",
      "将台路小区两室装修  品新中式的雅致\n",
      "空间,中式,搭配,艺术,白色\n",
      "尽享悠闲时光  新中式客厅设计\n",
      "家具,阳台,采用,品茶,空间\n",
      "悠然自得地生活 全靠休闲室里的强收纳设计\n",
      "空间,收纳,解决,主人,休闲\n",
      "简单舒适 现代卧室原木风设计\n",
      "空间,收纳,书桌,衣柜,整体\n",
      "现代客厅设计 别样的蓝色经典\n",
      "白色,墙面,蓝色,没有,家居\n",
      "闲情舒适 北欧客厅设计\n",
      "生活,空间,浅色,享受,灰色\n",
      "现代客厅设计 不一样的灰色不一样的感受\n",
      "空间,客厅,设计,收纳,增加\n",
      "门厅设计成就空间的另一种整洁\n",
      "空间,功能,收纳,墙面,原本\n",
      "黑白灰完美搭配 现代两居设计\n",
      "空间,灰色,墙面,感觉,元素\n",
      "混搭三居 带给你不一样的爽朗\n",
      "空间,白色,搭配,蓝色,使用\n",
      "轻松写意  北欧两居之家\n",
      "空间,显得,搭配,原木色,白色\n",
      "米色客餐厅设计 让阳光照进生活\n",
      "空间,搭配,家具,北欧,主人\n",
      "客厅的新创意设计 让健身也不耽误\n",
      "空间,健身,运动,主人,客厅\n",
      "灰色情调 现代三居设计\n",
      "空间,灰色,设计,浅色,搭配\n",
      "低调内敛的高贵 美式两居设计\n",
      "设计,墙面,美式,空间,孩子\n",
      "97㎡太乙广场 三居欧式设计\n",
      "空间,设计,欧式,白色,蓝色\n",
      "童心童趣  梦幻天空之城\n",
      "阳台,空间,孩子,增加,儿童\n",
      "新中式两居 带给你不一样的温情\n",
      "空间,原木色,白色,背景墙,墙面\n",
      "现代混搭三居 重走轻奢范儿\n",
      "主人,搭配,白色,生活,墙面\n",
      "温柔港湾68㎡ 简约两居设计\n",
      "空间,白色,颜色,墙面,柜门\n",
      "现代范爆棚  86㎡三居设计\n",
      "白色,灰色,设计,房间,空间\n",
      "君悦府 中式别墅设计\n",
      "空间,时尚,中式,变得,大理石\n",
      "现代三居设计 内敛雅致范儿\n",
      "空间,设计,灰色,榻榻米,背景墙\n",
      "欢聚时光 多功能现代客餐厅设计\n",
      "满足,时光,平台,餐桌上,茶花\n",
      "超级简约开放式厨房\n",
      "岛台,就餐,翻折,桌板,增加\n",
      "共享好时光 现代儿童房设计\n",
      "孩子,空间,双胞胎,收纳,定制\n",
      "探索空间的奥秘  男孩儿童房的玩趣\n",
      "孩子,设计,收纳,房间,儿童\n",
      "客餐厅也能玩出很多绝活儿\n",
      "空间,满足,餐厅,灰色,茶几\n",
      "让卫生间变成家里最靓的一隅\n",
      "马桶,老人,书刊,物品,放置\n",
      "惦念饭桌上的温情\n",
      "空间,餐桌,增加,一家人,转角\n",
      "为上班族打造专属餐厅\n",
      "生活,就餐,开放,壁柜,折叠\n",
      "豪宅大气  新古典牧马山逸源香舍四居室\n",
      "古典,空间,选择,金色,色调\n",
      "蓝色记忆 现代简约卫生间\n",
      "放置,提供,马桶,空间,老人\n",
      "蓝色多瑙河简约两居 品素雅格调里的安逸\n",
      "空间,蓝色,白色,搭配,灰色\n",
      "易趣中式餐厅\n",
      "餐桌,就餐,满足,座椅,商务\n",
      "小小厨房 大大智慧\n",
      "空间,厨房,使用,操作,电器\n",
      "绿意盎然 欧式厨房\n",
      "空间,利用,物品,柜体,收纳\n",
      "现代极简 开放式厨房\n",
      "厨房,空间,电器,合理,电视\n",
      "北欧开间客厅\n",
      "客厅,区域,上翻,卧室,开间\n",
      "108㎡时尚美式四室 摩登高雅范儿\n",
      "空间,金色,搭配,客厅,白色\n",
      "简欧客厅给你想不到的雅奢\n",
      "空间,家具,浅色,欧式,绿色\n",
      "康华城现代混搭 带你感受色彩的张力\n",
      "空间,搭配,白色,色彩,背景墙\n",
      "畅游读写生活 现代客厅里的收纳之法\n",
      "阳台,客厅,空间,提升,墙体\n",
      "海马公园两室设计 新中式素雅之居\n",
      "空间,中式,设计,元素,收纳\n",
      "两居现代简约装修  带你清凉一夏\n",
      "空间,作为,不会,光线,房间\n",
      "简美永威城小区 雅致两居舒适之家\n",
      "空间,搭配,美式,米色,色彩\n",
      "童趣色彩艺术  儿童卫生间的妙趣设计\n",
      "空间,孩子,设计,环境,整体\n",
      "玩转轻快童趣色彩魔力  儿童卫生间的活力\n",
      "空间,色彩,强调,绿色,收纳\n",
      "78㎡的现代两居  尽显高贵气质\n",
      "收纳,空间,使用,为主,进入\n",
      "田园空间更悠闲 清新之调更放松\n",
      "空间,花架,阳台,裸露,活力\n",
      "文艺范十足  现代小阳台改造\n",
      "空间,收纳,墙面,层板,书籍\n",
      "个性十足现代客厅 小空间大设计\n",
      "就餐,空间,餐桌,个性,客厅\n",
      "双子座贴心设计 现代风儿童房\n",
      "空间,储物,孩子,收纳,抽屉\n",
      "一处阳台  一方阅读天地\n",
      "空间,利用,茶几,阳台,椅子\n",
      "春意盎然  阳台变成大自然\n",
      "空间,植物,进行,利用,阳台\n",
      "112平米淡雅装修 现代简约两居\n",
      "原木,空间,家具,温度,石材\n",
      "中式雅静风 143平米金悦湾三居\n",
      "空间,中式,搭配,元素,为主\n",
      "清晰简欧风二居室 南湖滨江82平米装修\n",
      "空间,设计,白色,增加,进行\n",
      "舒适清晰北欧风 77平首创天禧68\n",
      "加上,设计,配色,家具,能够\n",
      "低调年轻现代风 75平远大林语城\n",
      "配色,空间,搭配,小户型,色系\n",
      "东骏湖景湾二居室 轻奢混搭风\n",
      "加上,空间,家具,做出,混搭\n",
      "100平天时新苑二居 现代简约风\n",
      "空间,采用,线条,米色,搭配\n",
      "二居室中式风格  143平高科麓湾国际社区\n",
      "空间,活力,卧室,木质,搭配\n",
      "北欧舒适风格 200平米超大三居室平御笔华庭\n",
      "空间,设计,白色,搭配,增加\n",
      "二居室欧式风格 85平万科金域曲江\n",
      "空间,设计,搭配,白色,满足\n",
      "功能强大现代独立客厅设计\n",
      "满足,收纳,客厅,需求,业主\n",
      "中式书房攻略 实用美观并存\n",
      "空间,收纳,满足,书房,主人\n",
      "美式现代老人房设计\n",
      "空间,老人,衣柜,收纳,整体\n",
      "百变魔厨-非凡格调\n",
      "空间,使用,搭配,厨房,收纳\n",
      "实用老人房设计\n",
      "老人,收纳,定制,生活,独居\n",
      "现代女性客厅设计\n",
      "客厅,甜点,休闲,时光,别致\n",
      "通用时代 三居现代装修\n",
      "生活,加上,空间,美感,配色\n",
      "落英缤纷 mini多功能书房\n",
      "收纳,书房,定制,开放,时尚\n",
      "125平米三居装修 青墨新中式里的混搭美\n",
      "空间,设计,中式,搭配,金属\n",
      "plus空间书房 小空间里的安适自在\n",
      "空间,书柜,定制,生活,书房\n",
      "榻榻米功能房设计 实用轻简生活\n",
      "空间,收纳,定制,榻榻米,生活\n",
      "新中式茶室 不一样的东方时尚\n",
      "中式,茶室,空间,博古架,生活\n",
      "中粮鸿云两居装修 84平米现代秀雅风\n",
      "空间,白色,搭配,组合,结构\n",
      "精致简单现代灰调 142平米保利叶语两居装修\n",
      "空间,灰色,设计,背景墙,墙面\n",
      "现代三居舒适柔和  205平米绿地锦天府\n",
      "空间,设计,灰色,配色,生活\n",
      "温馨舒适现代风 168平弘民新城\n",
      "空间,生活,白色,设计,搭配\n",
      "温馨浪漫米白古典风 91平光明城市\n",
      "空间,复古,搭配,绿色,蓝色\n",
      "舒适大方简约风 96平两居中粮御嶺湾\n",
      "软装,空间,床品,搭配,带来\n",
      "自然清新简约风 棠湖泊林城72平米两居装修\n",
      "收纳,空间,搭配,生活,设计\n",
      "138平米温情之装 北欧两居室\n",
      "空间,玻璃,采光,增加,餐厅\n",
      "123平米三居装修 北欧清尙雅致\n",
      "搭配,空间,采用,灰色,生活\n",
      "187平米现代简约 三居室装修\n",
      "空间,灰色,质感,为主,色调\n",
      "美式三居装修 中性和雅之家\n",
      "空间,美式,搭配,为主,客厅\n",
      "500平米徜徉墅 新中式清尙之雅\n",
      "空间,中式,建筑,方式,设计\n",
      "思念果岭美式简约 107平米两居装修\n",
      "空间,美式,白色,餐厅,搭配\n",
      "首开国风上观现代简约 93平米装修恬淡之居\n",
      "空间,生活,米色,白色,咖色\n",
      "通惠家园两居室 90平米现代时尚之作\n",
      "空间,灰色,时尚,艺术,画作\n",
      "曲江兰亭多样混搭风  180平米四室时尚轻奢\n",
      "空间,中式,台灯,边柜,为主\n",
      "紫荆庄园端庄新中式风  550平米别墅装修\n",
      "中式,空间,生活,家具,米色\n",
      "120平米木调温实  简约温馨之家\n",
      "空间,设计,搭配,实用,整体\n",
      "依云天汇混搭装修 226㎡别墅轻华\n",
      "空间,中式,大气,吊顶,卧室\n",
      "牛驼温泉孔雀城别墅装修 310平米现代轻奢大气\n",
      "空间,白色,搭配,设计,贵气\n",
      "秋泽园混搭之风 135平米两居装修\n",
      "空间,设计,生活,欧式,白色\n",
      "500平米绿地翠谷香堡  稳重轻奢混搭别墅装修\n",
      "空间,墙面,搭配,带来,造型\n",
      "大运河孔雀城里看中式儒雅 350平米别墅享生活品质\n",
      "空间,中式,搭配,家具,大气\n",
      "首开缇香郡地中海之风 120平米清雅公寓\n",
      "空间,蓝色,墙面,地中海,白色\n",
      "鲁能七号院 116平米现代三居\n",
      "空间,白色,砖石,设计,造型\n",
      "晋阳峰璟美式乡村风 120平米三室装修\n",
      "美式,生活,空间,砖石,设计\n",
      "120平米三居美式 西雅图森林别样生活\n",
      "美式,空间,生活,作用,起到\n",
      "100平米三居装修 悠闲里享受现代生活\n",
      "空间,生活,灰色,搭配,褐色\n",
      "和记黄埔御峰别墅 250平米 新古典风格\n",
      "空间,设计,生活,客厅,大气\n",
      "岭南公馆新中式风格 480平米别墅东方美\n",
      "中式,设计,空间,风格,生活\n",
      "绿地云香郡四居装修 雅致和静新中式\n",
      "中式,空间,设计,元素,灰色\n",
      "320平米新中式别墅大宅 天然雅致装修\n",
      "空间,设计,中式,生活,点缀\n",
      "绿地公馆两居室 中式混搭现代\n",
      "中式,设计,构成,窗帘,墙面\n",
      "137㎡简约之装 冷静沉稳三居装修\n",
      "空间,搭配,色调,生活,墙面\n",
      "90平方米两居室 新中式风格装修\n",
      "中式,家具,风格,空间,大气\n",
      "金科廊桥水乡四居室 140平现代美式风格\n",
      "空间,白色,美式,生活,搭配\n",
      "奥园城市天地时尚现代风 246平米复式装修\n",
      "空间,灰色,结构,搭配,生活\n",
      "贵阳136平方新中式风格 和暖四居东方雅居\n",
      "中式,空间,风格,传统,吊顶\n",
      "乾隆苑四居室 新中式雅致装修\n",
      "空间,中式,大理石,客厅,方圆\n",
      "清雅简约风 116平米四居室\n",
      "空间,白色,灰色,生活,搭配\n",
      "现代三居 110平米别致装修\n",
      "空间,搭配,家具,蓝色,色调\n",
      "河滨之城素雅100平米 三居新中式装修\n",
      "空间,中式,设计,白色,餐厅\n",
      "中航华府210中式四居 和静新东方\n",
      "中式,空间,餐厅,利落,生活\n",
      "欧式三居装修 101平米轻奢范儿\n",
      "欧式,水晶灯,空间,生活,墙面\n",
      "96平方米现代两居 淡暖温馨的装修\n",
      "空间,设计,效果,砖石,色彩\n",
      "江与城230平米别墅 品现代古典蓝色优雅\n",
      "空间,搭配,古典,驼色,效果\n",
      "富州北郡公寓装修  现代混搭新古典\n",
      "空间,古典,设计,搭配,吊顶\n",
      "130平米美式风格 三居温馨装修\n",
      "空间,美式,墙面,花卉,吊顶\n",
      "200平现代风格 大三居的雅静之家\n",
      "空间,设计,生活,黄色,背景墙\n",
      "崇明岛金茂逸墅  1000平独栋新中式别墅\n",
      "空间,中式,构成,生活,整体\n",
      "300美式风格别墅典雅设计 美式风格玩转田园轻暖\n",
      "美式,风格,空间,设计,壁纸\n",
      "古典混搭别墅装修 1000平米奢华宫堡\n",
      "欧式,造型,设计,风格,房屋\n",
      "320平米南郊别墅 新古典雅致装修\n",
      "喜爱,业主,欧式,生活,装饰\n",
      "景瑞悦西台89㎡美式轻奢 品孔雀语雅\n",
      "空间,墙面,色彩,灰色,生活\n",
      "复地花屿城200平米公寓设计 徜徉在清新地中海之家\n",
      "空间,蓝色,地中海,壁纸,设计\n",
      "新加坡花园现代两居 8万造出清尙之家\n",
      "空间,玄关,改为,质感,整体\n",
      "现代开放格局 搭建三居自由空间\n",
      "空间,生活,设计,天花板,禅风\n",
      "紫御江山四居室 和意日式设计\n",
      "日式,风格,空间,白色,装修\n",
      "丽景福苑新中式  126平经典三居\n",
      "空间,中式,设计,采用,整体\n",
      "160平方混搭装修 看四居里的中式变化\n",
      "空间,家具,中式,设计,古典\n",
      "130平方北欧装修 花果园三居清新\n",
      "空间,白色,布置,为主,功能\n",
      "135平方米三居装修 灰冷沉稳现代装修\n",
      "风格,设计,空间,生活,色调\n",
      "120平方现代风格  三居装修的沉稳\n",
      "空间,客厅,过于,餐厅,颜色\n",
      "203㎡简约美式 清新自然雅致生活\n",
      "空间,生活,设计,色彩,蓝色\n",
      "学院北麓128㎡ 轻奢美式  看三居琉璃金盏\n",
      "空间,作为,设计,美式,收纳\n",
      "96平方现代风格 两居室里的安稳\n",
      "空间,风格,线条,设计,客厅\n",
      "融信学院府三居装修 128㎡新古典的端庄\n",
      "空间,古典,色彩,具有,红褐色\n",
      "保利观澜公寓装修 180平米田园清雅\n",
      "绿色,生活,实木,白色,设计\n",
      "北欧简装 80方米两居时尚\n",
      "空间,白色,北欧,搭配,衣柜\n",
      "天桥丽景北欧风 100平米两居暖调\n",
      "空间,设计,北欧,结构,生活\n",
      "花果园128平方米装修 现代三居轻奢素朴风\n",
      "空间,没有,中性,休闲,生活\n",
      "现代简约两居室 灰雅安静装修\n",
      "空间,带来,灰色,家具,材质\n",
      "160平米伊顿上郡四居 现代古典高冷之范儿\n",
      "空间,灰色,金属,带来,客厅\n",
      "99平方米现代风格装修 中瑞国际两居室\n",
      "设计,功能,时尚,家具,空间\n",
      "143平方简欧风格 琉森堡四居装修\n",
      "风格,欧式,白色,采用,线条\n",
      "天通苑西三区 136平米欧式三居设计\n",
      "设计,空间,欧式,风格,采用\n",
      "74平米两室装修 美式现代温馨\n",
      "美式,空间,生活,搭配,彩色\n",
      "从化温泉小镇 黑白灰诠释新中式\n",
      "使用,风格,中式,空间,单调\n",
      "四室新古典  25万造出温馨暖家\n",
      "空间,古典,米色,搭配,色调\n",
      "枫丹壹号叠拼B户型 现代跃层黑白空间\n",
      "空间,为主,区域,白色,设计\n",
      "首开国风上观中式装修 164平米三居淡静\n",
      "空间,中式,生活,大气,设计\n",
      "龙湖·艳澜山现代美式 290平米别墅设计\n",
      "空间,设计,美式,白色,结构\n",
      "海富·臻园两居 简欧安逸风\n",
      "空间,家具,生活,喜欢,组合\n",
      "高速时代里的清幽舒适 138平米现代三居\n",
      "空间,白色,生活,设计,蓝色\n",
      "万科蓝山美式乡村风 140平米四室装修\n",
      "空间,造型,吊顶,美式,白色\n",
      "湖城大境8号中式风 190平米沉雅木调装修\n",
      "中式,空间,设计,灰色,花器\n",
      "御湖一号新古典风格 160㎡四室两厅\n",
      "空间,古典,吊顶,搭配,复古\n",
      "伟星蓝山雅筑别墅装修 350平米美式古典\n",
      "空间,美式,古典,带来,铁艺\n",
      "金辉世界城简欧风格 110㎡三室两厅\n",
      "空间,欧式,设计,壁纸,镜面\n",
      "东湖尚郡混搭风格 160平米小复式装修\n",
      "空间,吊灯,呼应,生活,设计\n",
      "光明公寓装修 310平米新古典时髦\n",
      "空间,白色,美学,带来,古典\n",
      "国信嘉园新中式装修 170平米三居室恬暖\n",
      "中式,搭配,空间,设计,原木\n",
      "现代三居素雅温和 130平米简调安适\n",
      "空间,灰色,时尚,带来,搭配\n",
      "碧海云天103平米 中性沉稳里的现代三居\n",
      "空间,设计,褐色,生活,方式\n",
      "君山高尔夫600平米别墅 雅致贵气之中张扬安逸\n",
      "空间,设计,古典,白色,蓝色\n",
      "86平方米现代两居 沉稳之中看色彩跳跃\n",
      "空间,白色,解决,采用,搭配\n",
      "159平米新中式装修 四居之家的禅静\n",
      "空间,中式,设计,生活,带来\n",
      "80平米现代简约装修 轻纱温情两居\n",
      "空间,白色,灰色,中性,带来\n",
      "90平米雅致现代三居 沉静舒适装修\n",
      "空间,白色,搭配,灰色,墙面\n",
      "87平米现代三室 9万造出舒适之家\n",
      "空间,搭配,白色,灰色,设计\n",
      "79平米现代两居 温实空间里的生活\n",
      "空间,家具,整体,定制,搭配\n",
      "米色和煦 餐厅也温情\n",
      "餐桌,搭配,餐边,收纳,餐厅\n",
      "餐桌上的“天伦之乐”\n",
      "收纳,空间,餐厅,满足,功能\n",
      "高雅家居现代风 158平中海城南一号\n",
      "设计,加上,家具,空间,增加\n",
      "156平华府御城 唯美简约美式风\n",
      "空间,色调,低调,加上,风格\n",
      "简洁舒适现代装 98平高科新花园两居室\n",
      "搭配,空间,家具,加上,气息\n",
      "舒心时尚现代美式  91平米合能朱阙两居\n",
      "空间,搭配,加上,客厅,家具\n",
      "89㎡北欧风两居  樱花粉色少女梦\n",
      "空间,生活,厨房,搭配,北欧\n",
      "现代简约风格 105平三室一厅\n",
      "空间,视觉,悬空,设计,黑色\n",
      "135平米四居装修 中性现代设计\n",
      "空间,设计,生活,蓝色,不失\n",
      "富越香溪89㎡北欧两居 IT新贵的个性开放新家\n",
      "空间,搭配,生活,白色,灰色\n",
      "越秀简约风格 89平米两室一厅\n",
      "空间,设计,餐厅,搭配,窗帘\n",
      "惬意生活就靠清新简欧卫生间\n",
      "放置,浴缸,收纳,卫生间,带来\n",
      "106平米两居装修 褪尽铅华混搭\n",
      "搭配,空间,香槟色,时尚,床头\n",
      "155平四居室 亦古亦今新中式风格\n",
      "设计,空间,结构,尽显,为主\n",
      "小小智慧树 儿童房里欢乐多\n",
      "空间,收纳,利用,孩子,房间\n",
      "微时光的悠闲 唯美儿童房\n",
      "设计,使用,放置,空间,隔板\n",
      "红海名仕公馆三室装修 109平米新中式设计\n",
      "空间,白色,中式,搭配,利用\n",
      "大收纳现代客厅设计\n",
      "收纳,空间,带来,家具,色彩\n",
      "新中式客厅设计\n",
      "空间,业主,书香门第,打造,赋予\n",
      "蓝调美式客餐厅设计\n",
      "空间,蓝色,墙面,电视,工作\n",
      "不迁就地新中式老人房\n",
      "老人,收纳,衣柜,定制,习惯\n",
      "客厅设计 儒雅里看中式\n",
      "中式,空间,蓝色,灰色,家具\n",
      "轻松休闲现代美式质感客厅设计\n",
      "空间,扶手椅,填满,美式,地毯\n",
      "新中式客餐厅设计\n",
      "中式,空间,功能,木家具,利用\n",
      "超省空间老人房设计\n",
      "陪护,老人,定制,收纳,空间\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "现代风儿童房设计\n",
      "设计,空间,双胞胎,空间布局,回暖\n",
      "北欧风公主粉儿童房设计\n",
      "合理,划分,设计,空间,功能\n",
      "二居室欧式风格  85平米保利城一期\n",
      "空间,满足,营造,客厅,设计\n",
      "温馨现代美式四居室 200平米华侨城东岸\n",
      "空间,搭配,大气,构成,白色\n",
      "135㎡轻奢美式3室，让生活如诗般浪漫有情调\n",
      "为主,白色,生活,质感,装修\n",
      "143㎡简约主义3室2厅，百看不厌的经典质感\n",
      "空间,灰色,灯光,业主,结合\n",
      "简约小户型生活 实现质感蜗居\n",
      "空间,设计,开间,客厅,利用\n",
      "告别洗衣阳台 享受惬意生活\n",
      "空间,阳台,放置,摆放,花架\n",
      "小角落 摇身变成大收纳\n",
      "转角,工具,儿童,进行,收纳\n",
      "轻松写意  粉色北欧之家\n",
      "粉色,搭配,白色,变得,设计\n",
      "小资阳台 品味人生\n",
      "空间,收纳,放置,阳台,植物\n",
      "七彩蜡笔 童趣兼顾收纳卫生间\n",
      "淋浴房,增加,放置,收纳,玩具\n",
      "大开眼界 玄关竟然能隐形\n",
      "门厅,儿童,收纳,利用,枝形\n",
      "餐桌变形记\n",
      "收纳,食物,餐桌,物品,就餐\n",
      "创意隔断打造温馨门厅\n",
      "门厅,空间,收纳,鞋柜,餐厅\n",
      "初夏午后  清新美式的悠然时光\n",
      "蓝色,造型,采用,搭配,大气\n",
      "小资情调 清新北欧三居\n",
      "空间,收纳,设计,功能,颜色\n",
      "海州华府中式混搭 不一样的精致设计\n",
      "空间,搭配,白色,生活,设计\n",
      "现代清新装  中海寰宇天下两居室\n",
      "空间,墙面,灰色,搭配,带来\n",
      "简约宜居三居装修  给你不一样的蓝天悠扬\n",
      "空间,收纳,搭配,白色,蓝色\n",
      "三居室北欧风 109平米天府逸家\n",
      "空间,搭配,风格,不失,整体\n",
      "老人的浴室也可以这样“潮”\n",
      "空间,放置,老人,合理,利用\n",
      "趣味餐桌 不一样的就餐体验\n",
      "餐椅,空间,餐桌,收纳,满足\n",
      "高贵范十足 新古典餐厅\n",
      "餐厅,餐桌,客厅,摆放,空间\n",
      "新中式之家 品诗雅地东方艺术\n",
      "空间,中式,搭配,设计,地毯\n",
      "客房设计 小平米空间的舒适和收纳之用\n",
      "收纳,空间,储物,定制,休息\n",
      "卧室还不知道如何装修？就看设计师如何\n",
      "收纳,空间,卧室,衣柜,实现\n",
      "卧室里配置衣帽间 生活更有品质\n",
      "空间,收纳,设计,主人,衣帽间\n",
      "白色现代能玩出高级\n",
      "空间,墙面,设计,白色,增加\n",
      "如何利用好阳台角落\n",
      "空间,洗衣,阳台,收纳,功能\n",
      "古典两居设计  美式带你回味自然轻曼\n",
      "空间,绿色,搭配,美式,灰色\n",
      "三居室现代风 87㎡朱雀花园\n",
      "客厅,收纳,橱柜,风格,布局\n",
      "93㎡两居 北欧原木风\n",
      "格局,设计师,空间,二手房,进门\n",
      "地质小区-97㎡-欧式风格\n",
      "白色,空间,搭配,墙面,设计\n",
      "城北国际村-130㎡-黑白现代风\n",
      "空间,家具,墙面,变得,黑色\n",
      "水岸小城-128㎡-现代风格\n",
      "空间,风格,中式,家居,客厅\n",
      "五矿- 130㎡-现代风格\n",
      "墙面,空间,地砖,变得,纯色\n",
      "半山花园餐厅 原木北欧风\n",
      "空间,设计,餐厅,显得,黑色\n",
      "现代风开元城  144平米大两居装修\n",
      "空间,主人,功能,进行,蓝色\n",
      "简约两居室  白色空间的纯净与舒适\n",
      "空间,卧室,白色,榻榻米,使用\n",
      "都市简约三居装修 自然之调中品朴素\n",
      "收纳,空间,设计,时尚,生活\n",
      "十堰速美75㎡ 三居混搭设计\n",
      "白色,设计,空间,墙面,具有\n",
      "轻色休闲书房 给你文艺的味道\n",
      "收纳,书房,北欧,生活,设计\n",
      "星际半岛两居装修 看现代设计里的新变化\n",
      "空间,搭配,主人,灰色,为主\n",
      "星际半岛两居室 清新美式里的小复古\n",
      "美式,空间,主人,白色,绿色\n",
      "成年人的卧室更多了份简单与稳重\n",
      "空间,生活,设计,收纳,搭配\n",
      "蓝色的守护  现代厨房设计\n",
      "空间,操作,收纳,业主,面积\n",
      "小空间大收纳 现代厨房设计\n",
      "空间,收纳,墙面,时候,增加\n",
      "惬意生活 老人房设计\n",
      "老人,收纳,空间,定制,设计\n",
      "趣味空间 现代儿童房设计\n",
      "空间,孩子,设计,阅读,学习\n",
      "温馨十足  双人空间现代设计\n",
      "设计,孩子,空间,采用,粉色\n",
      "现代女孩房设计  尽显时尚范儿\n",
      "空间,孩子,设计,能力,整理\n",
      "浪漫情调 现代卧室设计\n",
      "空间,收纳,生活,粉色,投影仪\n",
      "北欧客厅设计 带给你不一样的浪漫感受\n",
      "空间,定制,利用,满足,个性\n",
      "创意无限 百变鞋柜设计\n",
      "收纳,空间,充分利用,柜体,功能\n",
      "卧室里品质朴 看收纳设计的强大作用\n",
      "衣柜,收纳,设计,空间,老人\n",
      "微型衣帽间 让入户生活更简单\n",
      "门厅,衣物,空间,存放,衣柜\n",
      "迷你化妆柜 给你截然不同的玄关体验\n",
      "收纳,门厅,空间,需求,化妆\n",
      "莫迪兰书房设计 清新雅致就足矣\n",
      "书房,搭配,生活,书桌,地毯\n",
      "储物创意满分的现代客厅设计\n",
      "空间,客厅,柜体,白色,灰色\n",
      "现代美式三居   清雅生活的舒适之感\n",
      "空间,搭配,蓝色,设计,白色\n",
      "灰色格调 简欧卫生间设计\n",
      "放置,物品,收纳,用品,卫生间\n",
      "现代卫生间设计 时尚时尚最时尚\n",
      "收纳,卫生间,空间,镜子,灯光\n",
      "香格里拉-270㎡-新中式风格\n",
      "空间,中式,吊顶,大气,卧室\n",
      "蓝调乐章 现代卧室设计\n",
      "空间,蓝色,阳台,作为,分区\n",
      "萨尔斯堡-62㎡-现代风格\n",
      "空间,采用,设计,铺贴,业主\n",
      "宏达世纪花苑-240㎡-欧式风格\n",
      "空间,色调,装饰,天花板,餐厅\n",
      "现代阳台设计 健身达人的天地\n",
      "阳台,健身,业主,功能,客厅\n",
      "瑜伽空间 现代阳台设计\n",
      "空间,瑜伽,健身,收纳,物品\n",
      "宠物乐园 北欧阳台设计\n",
      "宠物,空间,清洗,利用,独立\n",
      "猫咪乐园 现代阳台设计\n",
      "空间,猫咪,提供,物品,收纳\n",
      "现代卧室设计 感受收纳的乐趣\n",
      "物品,收纳,抽屉,空间,设计\n",
      "清新装欧式整装  让两室变得更宽敞\n",
      "白色,空间,搭配,为主,设计\n",
      "享受 别出心裁的生活  现代卧室设计\n",
      "空间,衣柜,收纳,设计,点缀\n",
      "家政好帮手 现代阳台设计\n",
      "空间,物品,收纳,放置,洗衣\n",
      "单身贵族的小空间 简约空间的浪漫\n",
      "空间,搭配,设计,生活,灰色\n",
      "现代阳台设计 纵享阅读时光\n",
      "空间,墙面,收纳,物品,书柜\n",
      "欧式主卧设计 极致的生活享受\n",
      "空间,收纳,为主,造型,作为\n",
      "现代卧室设计 蓝色的极致温柔\n",
      "收纳,空间,衣柜,床头柜,色调\n",
      "现代阳台设计 让收纳变得更有趣\n",
      "空间,收纳,利用,阳台,增加\n",
      "食色生活只需一个像样地厨房\n",
      "空间,厨房,橱柜,设计,收纳\n",
      "美式卧室设计 感受时尚的魅力\n",
      "收纳,空间,衣帽间,设计,鞋子\n",
      "龙湖花千树里的生活美学 美式混搭别墅装修\n",
      "空间,搭配,设计,美式,生活\n",
      "鸿盛花园简约两居 中性素雅之家\n",
      "空间,搭配,方式,时尚,生活\n",
      "禅意中式别墅设计 品东方之美\n",
      "中式,空间,设计,传统,禅意\n",
      "聚航苑简约两居  中性色的温暖\n",
      "生活,空间,设计,搭配,床品\n",
      "简约生活 爱乐小屋\n",
      "设计,空间,主人,生活,收纳\n",
      "门厅设计 静谧空间\n",
      "墙面,空间,鞋柜,门厅,粉刷\n",
      "谦韵意居 定制书房设计\n",
      "搭配,定制,书柜,美学,书房\n",
      "原木色自然简美  三居室的时尚设计\n",
      "设计,灰色,空间,搭配,生活\n",
      "简约两居 轻漫舒适\n",
      "空间,搭配,方式,利落,橱柜\n",
      "纷盎然新居装修 两居舒适装修\n",
      "空间,设计,生活,驼色,搭配\n",
      "朴苑新中式装修 93平米两居禅雅\n",
      "空间,搭配,中式,设计,灰色\n",
      "89平米大一居装修   温婉新中式之家\n",
      "搭配,设计,空间,蓝色,中式\n",
      "静谧空间 舒适温馨的卧室设计\n",
      "空间,白色,蓝色,收纳,生活\n",
      "118.6平米两居室装修 简约轻盈时尚之居\n",
      "搭配,空间,生活,黄色,具有\n",
      "向往的生活 简欧卧室设计\n",
      "空间,收纳,生活,设计,主人\n",
      "融锦尚都中式装修 140平米两室和雅风\n",
      "中式,空间,镂空,背景墙,文化\n",
      "260平金地湖城大境 细腻中式格调\n",
      "空间,纹饰,地毯,呼应,打底\n",
      "草桥欣园复式装修 美式奢华之调\n",
      "美式,搭配,设计,传统,气息\n",
      "143.5㎡ 三居室装修  现代空间里的自然之美\n",
      "空间,生活,搭配,设计,白色\n",
      "130㎡不沉闷黑白灰 现代三居装修\n",
      "空间,墙面,搭配,灰色,家具\n",
      "190平米超大公寓 看老房改造妙笔回春\n",
      "空间,公寓,老房,回春,白色\n",
      "4万改造70平老房 看时尚优雅旧房的逆袭\n",
      "空间,生活,逆袭,房间,旧房\n",
      "140平米三居装修  现代美式静好时光\n",
      "空间,驼色,搭配,墙面,美式\n",
      "雕梁画栋  中式跃层\n",
      "营造,空间,情调,展现,氛围\n",
      "古朴中式 内敛儒雅\n",
      "空间,呼应,墙面,背景,元素\n",
      "厚重朴质 中式别墅\n",
      "空间,黄色,显得,设计师,彰显\n",
      "中式韵调  静雅别墅\n",
      "空间,布置,木色,中式,地板\n",
      "中式设计 朱红魅力\n",
      "中式,传统,宅院,红木,主人\n",
      "传统中式 芙蓉雅居\n",
      "中式,传统,空间,黄色,风格\n",
      "溶月清风 顾盼生姿\n",
      "地毯,花鸟,空间,框景,中式\n",
      "悠然之间品禅心 坐行之间看百态\n",
      "空间,采用,造型,中式,中国\n",
      "江南庭院深几许 曲径通幽焙茶坞\n",
      "江南,进行,空间,设计,木雕\n",
      "东韵新成让传统更有度\n",
      "传统,东韵,家具,古典,继承\n",
      "和煦两居室 87㎡简约装修\n",
      "空间,设计,生活,定制,收纳\n",
      "北欧《北境森林》一居室的轻快格调\n",
      "空间,搭配,生活,蓝色,吊顶\n",
      "轻奢精魅空间 现代四居室设计\n",
      "空间,搭配,生活,设计,墙面\n",
      "文锦苑三居室 126㎡清和北欧风格\n",
      "空间,灰色,生活,蓝色,北欧\n",
      "北欧设计  三居室130㎡装修\n",
      "空间,设计,厨房,客厅,功能\n",
      "简约70㎡ 两居室  装修黑白灰三色抽象美\n",
      "搭配,空间,生活,设计,岛台\n",
      "华晟·悦府三居室 133㎡现代简约风格\n",
      "搭配,组合,餐厅,金属,白色\n",
      "门厅巧设计 生活更有收纳美\n",
      "门厅,收纳,色彩,提供,衣物\n",
      "乐活之家 门厅简欧设计\n",
      "收纳,门厅,功能,尺寸,户型\n",
      "收纳立方 门厅设计够精巧\n",
      "收纳,物品,空间,立体,雨伞\n",
      "梦幻天空之镜 蓝色门厅设计\n",
      "设计,需求,空间,设置,贴心\n",
      "105㎡ 现代美式三居  春风十里享生活\n",
      "设计,美式,搭配,空间,白色\n",
      "香江湾118.69平米 三室美式混搭风\n",
      "搭配,空间,设计,生活,彩色\n",
      "吕梁交城小区三居室 138㎡ 新中式风格\n",
      "空间,中式,传统,设计,生活\n",
      "150㎡三居室装修  素雅安适简约风\n",
      "空间,增加,视觉,时尚,餐厅\n",
      "蓝色调卧室设计  清幽舒适有格调\n",
      "收纳,设计,空间,蓝色,整体\n",
      "“净净”的守候 简欧阳台设计\n",
      "空间,墙面,阳台,设计,洗衣机\n",
      "清雅与文艺  阳台里的休闲时尚\n",
      "空间,利用,收纳,书柜,灰色\n",
      "舒悦境心 书房设计\n",
      "收纳,设计,书房,书柜,空间\n",
      "大收藏家心随草木之美  现代橱柜定制设计\n",
      "空间,收纳,柜子,厨柜,厨房\n",
      "潮鞋柜设计 让门厅更实用\n",
      "柜体,满足,前置,主人,需求\n",
      "鸣音雅静 别致现代古典书房\n",
      "空间,白色,设计,古典,生活\n",
      "原木之恋 儿童房简单之美\n",
      "空间,儿童房,玩具,书桌,孩子\n",
      "都市寻清雅 时尚简约设计\n",
      "空间,白色,灰色,卧室,生活\n",
      "北欧梦幻之夏  120平米两居室设计\n",
      "空间,生活,搭配,原木,北欧\n",
      "现代两居装修  92平米湛蓝舒雅空间\n",
      "空间,蓝色,白色,搭配,带来\n",
      "简欧卫生间 沐浴在蓝色纯净里\n",
      "卫生间,搭配,解决,地砖,设计\n",
      "春花浪漫摇曳  143㎡  现代三居装修\n",
      "空间,设计,生活,搭配,白色\n",
      "简欧定制多功能房  实用而轻奢\n",
      "空间,定制,设计,足够,时候\n",
      "新中式卧室 让阅读成为睡前的必修课\n",
      "空间,衣柜,收纳,整体,摆件\n",
      "78㎡嘉意天和  新中式两居设计\n",
      "空间,白色,中式,元素,足够\n",
      "客厅设计 私密会客商务空间\n",
      "客厅,布局,聚会,空间,风格\n",
      "盎然生机儿童房设计 有爱的空间\n",
      "空间,孩子,足够,活力,设计\n",
      "秘制甜心 卧室设计甜腻了\n",
      "空间,粉色,收纳,搭配,带来\n",
      "绿语流年 清新厨房设计\n",
      "空间,厨房,收纳,合理,利用\n",
      "悠闲惬意美式田园风 华润橡树湾130平三居\n",
      "空间,墙面,休闲,壁纸,格调\n",
      "保利公园198紫荆花语 90后精致空间如何创造的？\n",
      "空间,厨房,设计,规整,主人\n",
      "现代卫生间设计 简单却实用\n",
      "空间,收纳,女性,卫生间,设计\n",
      "富力桃园二期  简约设计造一居舒适\n",
      "搭配,设计,空间,墙面,白色\n",
      "蓝润ISC三居装修 现代美式都市风\n",
      "空间,美式,生活,家具,收纳\n",
      "嘉禾园三居室 150㎡ 现代轻奢风格\n",
      "空间,吊灯,金属,灰色,家具\n",
      "73㎡大一居室 简约风的装修\n",
      "屋主,空间,拥有,设计,生活\n",
      "现代两居装修  76平米温馨小屋\n",
      "空间,蓝色,生活,白色,墙面\n",
      "风格南岸现代装修  深色低调两居\n",
      "空间,搭配,生活,灰色,白色\n",
      "融悦山居 现代两居和静设计\n",
      "空间,白色,衣柜,搭配,墙面\n",
      "林溪康城朴质大气设计   110平米现代三居室\n",
      "生活,空间,独立,墙面,东西\n",
      "紫御江山三居室120㎡北欧风格\n",
      "空间,加上,布置,客厅,做到\n",
      "佳兆业滨江新城85㎡三居室欧式风格\n",
      "空间,欧式,墙面,客厅,传统\n",
      "春晖十里三居室 105㎡北欧风格\n",
      "空间,客厅,家具,北欧,时尚\n",
      "125m²轻奢，实用与颜值并存的时髦空间\n",
      "空间,金色,餐厅,时尚,设计\n",
      "142㎡三居简约装修  年轻人向往的家\n",
      "空间,生活,搭配,灰色,打造\n",
      "90㎡小三室  温暖北欧风\n",
      "空间,颜色,黑色,设计,生活\n",
      "奥园盘龙壹号90㎡装修  三居室简约设计\n",
      "空间,设计,家具,时尚,黄色\n",
      "家是港湾  现代三居小温暖\n",
      "设计,空间,搭配,实用,组合\n",
      "长河花园90㎡三居室现代风格\n",
      "空间,灰色,书柜,生活,搭配\n",
      "禅意浓浓  温暖阳台式主卧设计\n",
      "阳台,空间,墙面,米色,禅意\n",
      "60平米简约两居 前海东岸看美景\n",
      "空间,家具,组合,白色,足够\n",
      "美式经典   120㎡三居室装修\n",
      "设计,采用,美式,空间,墙面\n",
      "117㎡工业风设计 冷暖之间诠释精致生活\n",
      "空间,材质,红砖,厨房,配合\n",
      "65.95平米小居  混搭设计的舒适之家\n",
      "空间,生活,搭配,砖石,家具\n",
      "悦动清馨卧室设计\n",
      "空间,收纳,设计,榻榻米,具有\n",
      "四居现代装修  我的理想之家\n",
      "空间,设计,收纳,组合,原本\n",
      "172㎡北欧四居 白色的梦想港湾\n",
      "白色,空间,生活,北欧,设计\n",
      "天朗久悦都北欧两居   85平米精小而自然\n",
      "搭配,北欧,灰色,空间,生活\n",
      "休闲室设计 给你一个更自在的空间\n",
      "空间,设计,原本,收纳,具有\n",
      "139㎡极简装修 打开简朴质感生活\n",
      "空间,搭配,生活,白色,局部\n",
      "93㎡北欧用最简洁设计 展现生活态度\n",
      "灰色,电视墙,客厅,风格,空间\n",
      "现代简约118三居  随心不随意\n",
      "空间,灰色,橙色,背景,业主\n",
      "剪裁出实用空间 休闲室依然精彩\n",
      "空间,收纳,原木,设计,生活\n",
      "浪漫生活 只需一间够格调的书房\n",
      "空间,设计,增加,书柜,搭配\n",
      "小两居装修   简单实用即是好\n",
      "生活,空间,搭配,收纳,满足\n",
      "海河大观现代主义时尚  240平米公寓设计\n",
      "空间,搭配,灰色,生活,背景墙\n",
      "万科大明宫欧式装修 260㎡别墅轻华明丽设计\n",
      "欧式,搭配,设计,空间,家具\n",
      "绿茵花园别墅 260平米现代温馨设计\n",
      "空间,设计,搭配,白色,灰色\n",
      "210平米誉城别墅 东南亚异域时尚之家\n",
      "空间,东南亚,装饰,搭配,设计\n",
      "龙城花园别墅装修 188平米美式古典好家\n",
      "搭配,设计,美式,空间,家具\n",
      "133平米绿地金融城  现代两居装修\n",
      "空间,方式,组合,设计,吊灯\n",
      "118m²这样的北欧风，美醉了！\n",
      "空间,搭配,家具,北欧,灰色\n",
      "110m²简约二居设计 舒适与颜值并存\n",
      "空间,白色,搭配,灰色,设计\n",
      "瑞珍锦苑复式装修 新中式朴质与禅静\n",
      "中式,搭配,空间,生活,结构\n",
      "绿地生态城简约美式  320㎡别墅设计\n",
      "空间,搭配,美式,白色,设计\n",
      "金广东海岸混搭风    260平米五室装修\n",
      "空间,中式,欧式,吊顶,设计\n",
      "斯亚·首府新中式公寓  素雅简美东方美\n",
      "空间,中式,生活,色彩,规整\n",
      "100m²简约三居  看了的人都心动！\n",
      "空间,生活,时尚,工业,搭配\n",
      "90平米北欧风设计  清简温馨造两居生活\n",
      "北欧,搭配,生活,设计师,空间\n",
      "保利海上五月花 新中式风格200㎡别墅\n",
      "中式,空间,搭配,考究,生活\n",
      "美式为何越来越火 看了这个家就知道了\n",
      "空间,采用,做成,墙体,白色\n",
      "现代城104平米 中式三居设计\n",
      "中式,空间,搭配,赋予,家具\n",
      "金色家园140平米 现代四居设计\n",
      "空间,设计,实用,满足,个性\n",
      "曲江华府简欧风格  160㎡三室装修带你回味复古\n",
      "空间,欧式,吊顶,设计,家具\n",
      "保利罗兰香谷三居室  100平米北欧设计\n",
      "空间,搭配,客厅,艺术,作为\n",
      "凤凰城简约雅致  160㎡大三居开放式设计\n",
      "空间,设计,搭配,装饰,区分\n",
      "双謦园简约风格  260平米双层公寓的精致生活\n",
      "空间,搭配,白色,生活,设计\n",
      "国信嘉园简约美式 210平米四居温情装修\n",
      "美式,空间,搭配,家具,吊灯\n",
      "125㎡简约三居 线条流畅的温馨设计\n",
      "空间,设计,搭配,功能,感受\n",
      "110㎡北欧素淡设计 半岛铁盒一样的素雅\n",
      "白色,北欧,空间,搭配,铁盒\n",
      "西溪风情180平米四居 现代设计里的庄雅\n",
      "空间,搭配,灰色,白色,生活\n",
      "春和钱塘120平方米 LOFT现代混搭风格\n",
      "空间,搭配,客厅,收纳,功能\n",
      "金地国际花园240平米 现代简约四居装修\n",
      "空间,搭配,吊顶,设计,线条\n",
      "绿城玫瑰园188m² 温和四居简约美式风\n",
      "搭配,白色,空间,设计,美式\n",
      "保利拉菲公馆  150平米现代简约三室\n",
      "组合,背景墙,客厅,灰色,搭配\n",
      "苏宁睿城美式装修 150平米大三居华美设计\n",
      "空间,吊顶,背景墙,线条,造型\n",
      "春风十里82㎡ 北欧休闲二居设计\n",
      "空间,白色,北欧,构成,搭配\n",
      "杯子里的窝心 80㎡美式两居设计\n",
      "空间,设计,组合,搭配,色彩\n",
      "81㎡甜粉北欧风  满屋都是恋爱的味道\n",
      "空间,搭配,元素,粉色,床品\n",
      "160㎡现代轻奢四居 每个年轻人向往的家\n",
      "空间,设计,灯带,整体,生活\n",
      "九号公馆现代风 110㎡沉寂三居\n",
      "空间,设计,整体,地面,黑色\n",
      "春江彼岸大四居 198平米美式休闲复古风\n",
      "空间,搭配,美式,驼色,红色\n",
      "新千国际两居 90㎡灰白简约设计\n",
      "空间,设计,搭配,灰色,建筑\n",
      "120㎡巧改三居  北欧空间内存瞬间翻倍\n",
      "空间,生活,北欧,家具,设计\n",
      "130㎡混搭三居 生活本该就这样\n",
      "空间,分离,搭配,欧式,厨房\n",
      "600㎡独幢别墅，看得见风景的房间\n",
      "空间,木质,家具,朴质,搭配\n",
      "恰如其分的简约内敛 160平米三居设计\n",
      "空间,门厅,区域,生活,灰色\n",
      "120m²简约时尚三居 克莱因蓝的浪漫\n",
      "设计,空间,白色,个性,蓝色\n",
      "180m²现代四居 大平层演绎留白之美\n",
      "空间,家具,要求,玻璃,设计\n"
     ]
    },
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'article/737.txt'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-1dab84fe8c7e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m''\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[0mabstract\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m''\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m     \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'article/'\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m'.txt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'utf-8'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m             \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'article/737.txt'"
     ]
    }
   ],
   "source": [
    "#文本预处理\n",
    "import re,jieba.analyse as aly\n",
    "import pymysql\n",
    "sjk=pymysql.connect(host=\"localhost\",user=\"root\",passwd=\"nzzfl2\",db=\"python\",port=3306)\n",
    "c=sjk.cursor()\n",
    "for i in range(737):\n",
    "    title=''\n",
    "    abstract=''\n",
    "    with open('article/'+str(i+1)+'.txt',encoding='utf-8') as f:\n",
    "        for line in f:\n",
    "            title=line.rstrip()\n",
    "            break\n",
    "        txt=f.read()\n",
    "        #正则清洗多余换行空格\n",
    "        txt=re.sub('\\t|\\n|\\s|\\r',' ',txt)\n",
    "        txt=re.sub('\\s+',' ',txt)\n",
    "        abstract =\",\".join(aly.textrank(txt,topK=5,withWeight=False))\n",
    "        print(title)\n",
    "        print(abstract)\n",
    "        sql=\"INSERT INTO article VALUES(null,'{}','{}')\".format(title,abstract)\n",
    "        try:\n",
    "            c.execute(sql)\n",
    "            sjk.commit()\n",
    "        except Exception as e:\n",
    "            sjk.rollback()\n",
    "            print(e)\n",
    "sjk.close()"
   ]
  },
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   "cell_type": "code",
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